EXAMINE THIS REPORT ON SUPERCHARGING

DCGAN is initialized with random weights, so a random code plugged into your network would produce a completely random picture. Even so, while you may think, the network has a lot of parameters that we can easily tweak, and the goal is to find a setting of these parameters that makes samples created from random codes appear to be the training data.